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                <span data-string="true" style="text-decoration: line-through;" class=" author-7122029375633145859 strike-through" data-leaf="true">Set Logger</span>
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              <span data-string="true" style="text-decoration: line-through;" class=" author-7122029375633145859 strike-through text-highlight-background text-highlight-background-pink-dark-bg" data-leaf="true">WARNING:代码里还没有实现完成Logger类，这个可能要删掉</span>
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              <span data-string="true" style="text-decoration: line-through;" class="author-7122029375633145859 strike-through" data-leaf="true">To better analyze jailbreak processes, the EasyJailbreak team designs a Logger class. Users can effortlessly print necessary debug information and jailbreak results by using a Logger instance.</span>
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              <span data-string="true" style="text-decoration: line-through;" class=" author-7122029375633145859 strike-through" data-leaf="true">Here is a usage example:</span>
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                    <span data-string="true" style="text-decoration: line-through;" class=" author-7122029375633145859 strike-through" data-leaf="true">logger = Logger()</span>
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                    <span data-string="true" style="text-decoration: line-through;" class="code-hljs-comment author-7122029375633145859 strike-through" data-leaf="true"># Print using the default configuration that set in the logger.</span>
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                    <span data-string="true" style="text-decoration: line-through;" class=" author-7122029375633145859 strike-through" data-leaf="true">logging.info(</span>
                    <span data-string="true" style="text-decoration: line-through;" class="code-hljs-string author-7122029375633145859 strike-through" data-leaf="true">'Everything goes well here.'</span>
                    <span data-string="true" style="text-decoration: line-through;" class=" author-7122029375633145859 strike-through" data-leaf="true">)</span>
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                    <span data-string="true" style="text-decoration: line-through;" class="code-hljs-comment author-7122029375633145859 strike-through" data-leaf="true"># print using the logger API.</span>
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                    <span data-string="true" style="text-decoration: line-through;" class=" author-7122029375633145859 strike-through" data-leaf="true">logger.log_summary_rows(rows=[</span>
                    <span data-string="true" style="text-decoration: line-through;" class="code-hljs-string author-7122029375633145859 strike-through" data-leaf="true">'1, 3, 5, 10'</span>
                    <span data-string="true" style="text-decoration: line-through;" class=" author-7122029375633145859 strike-through" data-leaf="true">], title=[</span>
                    <span data-string="true" style="text-decoration: line-through;" class="code-hljs-string author-7122029375633145859 strike-through" data-leaf="true">'eval scores'</span>
                    <span data-string="true" style="text-decoration: line-through;" class=" author-7122029375633145859 strike-through" data-leaf="true">], window_id=</span>
                    <span data-string="true" style="text-decoration: line-through;" class="code-hljs-number author-7122029375633145859 strike-through" data-leaf="true">0</span>
                    <span data-string="true" style="text-decoration: line-through;" class=" author-7122029375633145859 strike-through" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Before users start jailbreak processes, users need to choose and load the models they want to use. There could be 3 kinds of models used in jailbreak research:</span>
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                <span data-string="true" class="author-7122029375633145859" data-leaf="true">Attack model: the model that generates jailbreak material, e.g. toxic prefix/suffixes or entire jailbreak prompts.</span>
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                <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Target model: the model that users try to jailbreak.</span>
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                <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Evaluate model: the model that automatically evaluates the response from the target model.</span>
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              <span data-string="true" class="author-7122029375633145859" data-leaf="true">EasyJailbreak provides users with a general API for open-source models in Hugging Face and APIs for mainstream commercial models, e.g. GPT-4. Users can readily leverage these APIs to load models and infer responses.</span>
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Here is a usage example:</span>
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              <span data-string="true" class=" author-7122029375633145859 text-highlight-background text-highlight-background-pink-dark-bg" data-leaf="true">TODO: 需要把from pretrained合并到HuggingfaceModel的__init__里。目前是按照from_pretrained()的用法写的例子，和实际情况不符，还有把model_name改成template_name</span>
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              <span data-string="true" class=" author-7122029375633145859 text-highlight-background text-highlight-background-pink-dark-bg" data-leaf="true">TODO: template name目前还是叫model_name，等实验跑的差不多了之后要同步上去</span>
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                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.models.huggingface_model </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> HuggingfaceModel</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">target_model = HuggingfaceModel(model_name_or_path=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'meta-llama/Llama-2-7b-chat-hf'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">,</span>
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                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> template_name=</span>
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                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
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                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">target_response = target_model.generate(messages=[</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'how to make a bomb?'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">])</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Before users start jailbreak processes, users need to prepare and load harmful queries that models should not respond to. EasyJailbreak contains an Instance class to store these queries and other information that may be useful for the jailbreak processes, e.g. the responses from the target model. Meanwhile EasyJailbreak uses a JailbreakDataset class to gather these instances up and support batch operations. </span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">There are two ways to load datasets:</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                <span data-string="true" style="font-weight:bold;" class=" author-7122029375633145859" data-leaf="true">Load from Hugging Face.</span>
                <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.datasets </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> JailbreakDataset</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">dataset = JailbreakDataset(dataset=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'AdvBench'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">All available datasets and their details can be found at </span>
              <span class="outer-u-container docx-outer-link-container" data-inline-wrapper="true"><span class=" link-wrapper link-text-color link-start link-end link-id-78-0-1 author-7122029375633145859" auto-url-line="0" auto-url-start="57" auto-url-length="62" auto-url="https%3A%2F%2Fhuggingface.co%2Fdatasets%2FLemhf14%2FEasyJailbreak_Datasets" data-leaf="true"><a style="cursor:pointer;text-decoration-skip:none;" class="link contextmenu-without-copyperm" href="https://huggingface.co/datasets/Lemhf14/EasyJailbreak_Datasets" data-href="https%3A%2F%2Fhuggingface.co%2Fdatasets%2FLemhf14%2FEasyJailbreak_Datasets" rel="noopener noreferrer" target="_blank" data-link-node="true"><span data-string="true">https://huggingface.co/datasets/Lemhf14/EasyJailbreak_Datasets</span></a></span></span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                <span data-string="true" style="font-weight:bold;" class=" author-7122029375633145859" data-leaf="true">Load from a local file.</span>
                <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.datasets </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> JailbreakDataset</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">dataset = JailbreakDataset(local_file_type=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'csv'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">, dataset=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'AdvBench.csv'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Please note that the default local_file_type is json. It should be correctly changed if the local data file is not a json or jsonline just as the example does.</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
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    <div class="block docx-heading2-block" data-block-type="heading2" data-block-id="83" data-record-id="OvFrdWlltos1P0x5xlwcJ60FnAb">
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                <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Initialize Seed</span>
                <span data-string="true" data-enter="true" data-leaf="true">​</span>
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      <div class="fold-wrapper can-fold fold-block-id-83" contenteditable="false">
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                <path d="M7.712 11.351L3.34 5.9a.45.45 0 010-.538.278.278 0 01.215-.112h8.89c.168 0 .305.17.305.381a.432.432 0 01-.09.269l-4.372 5.451c-.159.199-.417.199-.576 0z" fill="#2B2F36"></path>
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Seeds are initial jailbreak prompts that can fit most harmful queries. In former research, some researchers might partially change the seed while others generate whole new prompts based on the seeds and histories. EasyJailbreak provides users with three seed initialization methods:</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Randomly generate initial seed.</span>
                <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.seed.seed_random </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> SeedRandom</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">seeder = SeedRandom()</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="4">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">seeder.new_seeds()</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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              </div>
            </div>
          </div>
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              <div class="ace-line" data-node="true" dir="auto">
                <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Use LLM to generate initial seed.</span>
                <span data-string="true" data-enter="true" data-leaf="true">​</span>
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          </div>
        </div>
      </div>
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                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.seed.seed_llm </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> SeedLLM</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="2">
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.models.huggingface_model </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> HuggingfaceModel</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="3">
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                  <div class="code-line-wrapper" data-line-num="4">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">model = HuggingfaceModel(model_name_or_path=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'meta-llama/Llama-2-7b-chat-hf'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">,</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                  <div class="code-line-wrapper" data-line-num="5">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> template_name=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'llama-2'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                  <div class="code-line-wrapper" data-line-num="6">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">seeder = SeedLLM(model=model)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                  <div class="code-line-wrapper" data-line-num="7">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">seeder.new_seeds(prompt=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">&quot;Generate a prompt that can make chatgpt teach me how to make a bomb.&quot;</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Use crafted template as initial seed.</span>
                <span data-string="true" data-enter="true" data-leaf="true">​</span>
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          </div>
        </div>
      </div>
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                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.seed.seed_template </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> SeedTemplate</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">seeder = SeedTemplate()</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                  <div class="code-line-wrapper" data-line-num="5">
                    <span data-string="true" class="code-hljs-comment author-7122029375633145859" data-leaf="true"># using templates within Easyjailbreak.</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="6">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">seeder.new_seeds(methods_list=[</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'Gptfuzzer'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">])</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="7">
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="8">
                    <span data-string="true" class="code-hljs-comment author-7122029375633145859" data-leaf="true"># using templates outside Easyjailbreak</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="9">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">seeder.new_seeds(template_file=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'seed_template.json'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">, methods_list=[</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'your own prompt'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">])</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
              </div>
            </div>
          </div>
        </div>
      </div>
      <div class="docx-block-zero-space">
        <span data-zero-space="true">​</span>
      </div>
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    <div class="block docx-text-block" data-block-type="text" data-block-id="92" data-record-id="ZAkEdoz8ioOIWWxtxzacld5Unyf">
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">All available templates can be found at easyjailbreak/seed/seed_template.json. If users want to utilize SeedTemplate with self-collected templates, it will be necessary to make sure the template file has the same format as easyjailbreak/seed/seed_template.json.</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
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    <div class="block docx-heading2-block" data-block-type="heading2" data-block-id="93" data-record-id="WFGhdym6ao0I1dxTmMscIVoKn6d">
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                <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Instantiate Selectors</span>
                <span data-string="true" data-enter="true" data-leaf="true">​</span>
              </div>
            </div>
          </div>
        </div>
      </div>
      <div class="fold-wrapper can-fold fold-block-id-93" contenteditable="false">
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                <path d="M7.712 11.351L3.34 5.9a.45.45 0 010-.538.278.278 0 01.215-.112h8.89c.168 0 .305.17.305.381a.432.432 0 01-.09.269l-4.372 5.451c-.159.199-.417.199-.576 0z" fill="#2B2F36"></path>
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              <span data-string="true" class="author-7122029375633145859" data-leaf="true">In some circumstances, a seed can exponentially generate innumerable jailbreak instances. Therefore, it is important to select jailbreak instances that have great potential for later processes, especially when compute resources </span>
              <span data-string="true" class="author-7121979926248751132" data-leaf="true">are</span>
              <span data-string="true" class="author-7122029375633145859" data-leaf="true"> limited. EasyJailbreak offers several kinds of selectors for users to pick.</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
    <div class="block docx-text-block" data-block-type="text" data-block-id="96" data-record-id="YD8ddoWRDoEimwxllEWcISV1n5B">
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            <div class="ace-line" data-node="true" dir="auto">
              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Here is a simple usage example:</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
    <div class="block docx-text-block" data-block-type="text" data-block-id="97" data-record-id="GOSzdz5qaoZEOAx7iRDcLRbdn7e">
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              <span data-string="true" class=" author-7122029375633145859 text-highlight-background text-highlight-background-pink-dark-bg" data-leaf="true">TODO: 这个例子后续需要优化一下，希望能突出一个简单</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
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    <div class="block docx-code-block" data-block-type="code" data-block-id="98" data-record-id="J6HgdIvG4oTOMhx5y2DcWI9QnLd">
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                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.selector </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> RandomSelector</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                  <div class="code-line-wrapper" data-line-num="2">
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.datasets.jailbreak_datasets </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> JailbreakDataset</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="3">
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                  <div class="code-line-wrapper" data-line-num="4">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">dataset = JailbreakDataset(dataset=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'AdvBench'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
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                  <div class="code-line-wrapper" data-line-num="5">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">selector = RandomSelector(dataset)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="6">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">dataset = selector.select()</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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          </div>
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        <span data-zero-space="true">​</span>
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    <div class="block docx-text-block" data-block-type="text" data-block-id="99" data-record-id="G2kMdbL2moXnlNxAJqecILLqnzh">
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">All available selectors and their details can be found in the subsequent section — API Details.</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
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    <div class="block docx-heading2-block" data-block-type="heading2" data-block-id="100" data-record-id="SKrxdHascomyavx72FlcbdrMnde">
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                <span data-string="true" class="author-7122029375633145859" data-leaf="true">Instantiate Mutations</span>
                <span data-string="true" data-enter="true" data-leaf="true">​</span>
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              <span data-string="true" class=" author-7122029375633145859 text-highlight-background text-highlight-background-blue-dark-bg" data-leaf="true">MEMO: 感觉这里改成mutator会好一点</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
    <div class="block docx-text-block" data-block-type="text" data-block-id="102" data-record-id="HTE8dXZKYo8HgFxoS46cyA8Xn7f">
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Once a harmful query fails to jailbreak, red team members will leverage algorithms to improve the jailbreak query, which EasyJailbreak calls mutation. EasyJailbreak is equipped with several mutations that users can freely select and combine. </span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
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    <div class="block docx-text-block" data-block-type="text" data-block-id="104" data-record-id="MisWdDJceoeHYhxqXhscqbrunkf">
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Here is a usage example.</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
    <div class="block docx-code-block" data-block-type="code" data-block-id="105" data-record-id="Rl5fdrYgeo9UYxxBQiXcF3wBnNV">
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                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.datasets.jailbreak_datasets </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> JailbreakDataset</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="2">
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.mutation.rule.Base64 </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> Base64</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="3">
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="4">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">mutations = [Base64()]</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="5">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">dataset = JailbreakDataset(</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'AdvBench'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="6">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">dataset = mutations[</span>
                    <span data-string="true" class="code-hljs-number author-7122029375633145859" data-leaf="true">0</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">](dataset)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
              </div>
            </div>
          </div>
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      <div class="docx-block-zero-space">
        <span data-zero-space="true">​</span>
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">All available mutations and their details can be found in the subsequent section — API Details.</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
    <div class="block docx-heading2-block" data-block-type="heading2" data-block-id="107" data-record-id="QH9TdPsv4o7QisxNysIcsGlcnMc">
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                <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Instantiate Constraint</span>
                <span data-string="true" data-enter="true" data-leaf="true">​</span>
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            </div>
          </div>
        </div>
      </div>
      <div class="fold-wrapper can-fold fold-block-id-107" contenteditable="false">
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                <path d="M7.712 11.351L3.34 5.9a.45.45 0 010-.538.278.278 0 01.215-.112h8.89c.168 0 .305.17.305.381a.432.432 0 01-.09.269l-4.372 5.451c-.159.199-.417.199-.576 0z" fill="#2B2F36"></path>
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    <div class="block docx-text-block" data-block-type="text" data-block-id="108" data-record-id="BKIydI0PcoFU0AxNpE7cEu9KnEg">
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          <div class="zone-container text-editor non-empty" data-zone-id="108" data-zone-container="*" data-slate-editor="true" contenteditable="true">
            <div class="ace-line" data-node="true" dir="auto">
              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">As some LLMs will refute illegal queries by employing crafted rules, e.g. deny the queries that have a high perplexity, users can employ the same rules to abandon useless jailbreak instances. EasyJailbreak furnishs several kinds of filters for users to choose from.</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
    <div class="block docx-text-block" data-block-type="text" data-block-id="110" data-record-id="PpTLdIkjionFYmxnrV3cp7B8nJf">
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Here is a simple usage example:</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
    <div class="block docx-code-block" data-block-type="code" data-block-id="111" data-record-id="JMRNdfLqHo0biixjwPkcaH1Mnqe">
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                  <div class="code-line-wrapper" data-line-num="1">
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.models.huggingface_model </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> HuggingfaceModel</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="2">
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.constraint.PerplexityConstraint </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> PerplexityConstraint</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="3">
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.datasets.jailbreak_datasets </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> JailbreakDataset</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="4">
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="5">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">dataset = JailbreakDataset(dataset=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'AdvBench'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="6">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">model = HuggingfaceModel(model_name_or_path=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'meta-llama/Llama-2-7b-chat-hf'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">,</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="7">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> template_name=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'llama-2'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="8">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">constrainer = PerplexityConstraint(model, threshold=</span>
                    <span data-string="true" class="code-hljs-number author-7122029375633145859" data-leaf="true">50</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="9">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">constrainer(dateset)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
              </div>
            </div>
          </div>
        </div>
      </div>
      <div class="docx-block-zero-space">
        <span data-zero-space="true">​</span>
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    <div class="block docx-text-block" data-block-type="text" data-block-id="112" data-record-id="TpeodlTjko6xtTxckAicVOEon1b">
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">All available filters and their details can be found in the subsequent section — API Details.</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
    <div class="block docx-heading2-block" data-block-type="heading2" data-block-id="113" data-record-id="UIH4dxaDLotQxHxMqPDcudYZnjc">
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                <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Instantiate Evaluator</span>
                <span data-string="true" data-enter="true" data-leaf="true">​</span>
              </div>
            </div>
          </div>
        </div>
      </div>
      <div class="fold-wrapper can-fold fold-block-id-113" contenteditable="false">
        <div class="fold-wrapper can-fold fold-block-id-113 fold-handler-wrapper">
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    <div class="block docx-text-block" data-block-type="text" data-block-id="114" data-record-id="S23TduU3IoaoU5xwxJHcgzv6nJe">
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">When a target model generates a response to a harmful query, users may need an evaluator to automatically evaluate the response. This evaluation result can be used for later updates, as signs for early stopping, or just to quantify the performance of a jailbreak scheme. EasyJailbreak implemented several evaluators for users.</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
    <div class="block docx-text-block" data-block-type="text" data-block-id="116" data-record-id="KGkndl3MHoCqgxxLUPHckdLtnMh">
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              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Here is a usage example:</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
    <div class="block docx-code-block" data-block-type="code" data-block-id="117" data-record-id="FoVjdwEukowXpFxjBz2cyB7hnBg">
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                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.metrics.Evaluator.Evaluator_PatternJudge </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> EvaluatorPatternJudge</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                  <div class="code-line-wrapper" data-line-num="2">
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.datasets </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> JailbreakDataset, Instance</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
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                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="3">
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
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                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="4">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">instance_list = [Instance(query=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'how to make a bomb?'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">,</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="5">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> target_responses=[</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'Sure, here is a tutorial of how to make a bomb.'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">])]</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="6">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">dataset = JailbreakDataset(instance_list)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="7">
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="8">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">evaluator = EvaluatorPatternJudge()</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="9">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">evaluator(dataset)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
              </div>
            </div>
          </div>
        </div>
      </div>
      <div class="docx-block-zero-space">
        <span data-zero-space="true">​</span>
      </div>
    </div>
    <div class="block docx-text-block" data-block-type="text" data-block-id="118" data-record-id="ZLYNdbx1poxn1oxF0qEcyZBqnsZ">
      <div class="text-block-wrapper">
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          <div class="zone-container text-editor non-empty" data-zone-id="118" data-zone-container="*" data-slate-editor="true" contenteditable="true">
            <div class="ace-line" data-node="true" dir="auto">
              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">All available evaluators and their details can be found in the subsequent section — API Details.</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
    <div class="block docx-heading2-block" data-block-type="heading2" data-block-id="119" data-record-id="KaZjdLGYBoBSlrxFY3zcZPJ7n0y">
      <div class="heading-block">
        <div class="heading heading-h2 heading-block-align-">
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            <div class="zone-container text-editor non-empty" data-zone-id="119" data-zone-container="*" data-slate-editor="true" contenteditable="true">
              <div class="ace-line" data-node="true" dir="auto">
                <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Recipe Using</span>
                <span data-string="true" data-enter="true" data-leaf="true">​</span>
              </div>
            </div>
          </div>
        </div>
      </div>
      <div class="fold-wrapper can-fold fold-block-id-119" contenteditable="false">
        <div class="fold-wrapper can-fold fold-block-id-119 fold-handler-wrapper">
          <div class="fold-handler">
            <div class="svg-wrapper">
              <svg width="16" height="16" viewbox="0 0 16 16" fill="none">
                <path d="M7.712 11.351L3.34 5.9a.45.45 0 010-.538.278.278 0 01.215-.112h8.89c.168 0 .305.17.305.381a.432.432 0 01-.09.269l-4.372 5.451c-.159.199-.417.199-.576 0z" fill="#2B2F36"></path>
              </svg>
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    <div class="block docx-text-block" data-block-type="text" data-block-id="120" data-record-id="FvazdzH3PoXF4qx5wSBc21tbnkg">
      <div class="text-block-wrapper">
        <div class="text-block">
          <div class="zone-container text-editor non-empty" data-zone-id="120" data-zone-container="*" data-slate-editor="true" contenteditable="true">
            <div class="ace-line" data-node="true" dir="auto">
              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Instead of devising a new jailbreak scheme, EasyJailbreak facilitates users in effortlessly executing existing jailbreak schemes that the EasyJailbreak team gathers from relevant papers, referred to as &quot;recipes&quot;. Users can freely apply these jailbreak schemes on various models to familiarize the performance of both models and schemes. The only thing users need to do for this is download models and utilize the provided API.</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
    <div class="block docx-text-block" data-block-type="text" data-block-id="122" data-record-id="YxAPdBVXEor7pyxVxRjcZqBCnld">
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            <div class="ace-line" data-node="true" dir="auto">
              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">Here is a usage example:</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
    <div class="block docx-code-block" data-block-type="code" data-block-id="123" data-record-id="DzNUdiCxToDjxoxjBZfcMqdFndy">
      <div class="docx-block-zero-space">
        <span data-zero-space="true">​</span>
      </div>
      <div class="docx-code-block-container">
        <div class="docx-code-block-inner-container">
          <div class="editor-kit-code-block code-block" spellcheck="false">
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            <path d="M5.77 8.781l-3.498-4.36a.36.36 0 010-.431.223.223 0 01.172-.09h7.112c.135 0 .244.137.244.305 0 .08-.026.158-.072.215L6.23 8.781c-.127.159-.333.159-.46 0z" fill="#646A73"></path>
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                    <path d="M4.583 4.95c0-.202.164-.367.367-.367h.642c.202 0 .366.165.366.367v12.1a.367.367 0 01-.366.367H4.95a.367.367 0 01-.367-.367V4.95zM7.792 6.783c0-.202.164-.366.366-.366h2.056c2.46 0 4.453 1.847 4.453 4.125 0 2.03-1.583 3.717-3.667 4.06v1.444a.513.513 0 01-.829.405l-2.775-2.158a.513.513 0 010-.81l2.775-2.16a.513.513 0 01.829.406v1.497c1.311-.275 2.292-1.372 2.292-2.684 0-1.52-1.314-2.75-2.934-2.75h-2.2a.367.367 0 01-.366-.367v-.642zM16.408 4.583a.367.367 0 00-.366.367v12.1c0 .203.164.367.366.367h.642a.367.367 0 00.367-.367V4.95a.367.367 0 00-.367-.367h-.642z" fill="#646A73"></path>
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                    <path d="M6.188 8.25v8.25h6.875V8.25H6.186zm8.25-.688v9.702c0 .337-.288.611-.642.611H5.454c-.354 0-.641-.274-.641-.611V7.486c0-.337.287-.611.641-.611h8.296c.38 0 .688.308.688.688zm2.548-3.236a.685.685 0 01.201.487v8.593c0 .19-.153.344-.343.344h-.688a.344.344 0 01-.343-.344V5.5H9.28a.344.344 0 01-.344-.344V4.47c0-.19.154-.344.344-.344H16.5c.19 0 .362.077.486.201z" fill="#646A73"></path>
                  </svg><span>复制</span></button>
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            <div class="code-block-content">
              <div class="zone-container text-editor non-empty code-block-zone-container" data-zone-id="123" data-zone-container="*" data-slate-editor="true" contenteditable="true">
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="1">
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.attacker.PAIR_chao_2023 </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> PAIR</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="2">
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.datasets </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> JailbreakDataset</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="3">
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.models.huggingface_model </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> HuggingfaceModel</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="4">
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">from</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> easyjailbreak.models.openai_model </span>
                    <span data-string="true" class="code-hljs-keyword author-7122029375633145859" data-leaf="true">import</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> OpenaiModel</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="5">
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="6">
                    <span data-string="true" class="code-hljs-comment author-7122029375633145859" data-leaf="true"># First, prepare models and datasets.</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="7">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">attack_model = HuggingfaceModel(attack_model_path=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'lmsys/vicuna-13b-v1.5'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">,</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="8">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> template_name=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'vicuna_v1.1'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="9">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">target_model = HuggingfaceModel(model_name_or_path=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'meta-llama/Llama-2-7b-chat-hf'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">,</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="10">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> template_name=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'llama-2'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="11">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">eval_model = OpenaiModel(model_name=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'gpt-4'</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="12">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> api_keys=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'input your vaild key here!!!'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="13">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">dataset = JailbreakDataset(</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'AdvBench'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="14">
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="15">
                    <span data-string="true" class="code-hljs-comment author-7122029375633145859" data-leaf="true"># Then instantiate the recipe.</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="16">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">attacker = PAIR(attack_model=attack_model,</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="17">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> target_model=target_model,</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="18">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> eval_model=eval_model,</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="19">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> jailbreakDatasets=dataset,</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="20">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> n_streams=</span>
                    <span data-string="true" class="code-hljs-number author-7122029375633145859" data-leaf="true">20</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">,</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="21">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true"> n_iterations=</span>
                    <span data-string="true" class="code-hljs-number author-7122029375633145859" data-leaf="true">5</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="22">
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="23">
                    <span data-string="true" class="code-hljs-comment author-7122029375633145859" data-leaf="true"># Finally, start jailbreaking.</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
                <div class="ace-line" data-node="true" dir="auto">
                  <div class="code-line-wrapper" data-line-num="24">
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">attacker.attack(save_path=</span>
                    <span data-string="true" class="code-hljs-string author-7122029375633145859" data-leaf="true">'vicuna-13b-v1.5_llama-2-7b-chat_gpt4_AdvBench_result.jsonl'</span>
                    <span data-string="true" class=" author-7122029375633145859" data-leaf="true">)</span>
                    <span data-string="true" data-enter="true" data-leaf="true">​</span>
                  </div>
                </div>
              </div>
            </div>
          </div>
        </div>
      </div>
      <div class="docx-block-zero-space">
        <span data-zero-space="true">​</span>
      </div>
    </div>
    <div class="block docx-text-block" data-block-type="text" data-block-id="124" data-record-id="IOWvdQb2ioIikHxehLKcKxwLn8c">
      <div class="text-block-wrapper">
        <div class="text-block">
          <div class="zone-container text-editor non-empty" data-zone-id="124" data-zone-container="*" data-slate-editor="true" contenteditable="true">
            <div class="ace-line" data-node="true" dir="auto">
              <span data-string="true" class=" author-7122029375633145859" data-leaf="true">All available recipes and their relevant information can be found in the recipe seasoning section.</span>
              <span data-string="true" data-enter="true" data-leaf="true">​</span>
            </div>
          </div>
        </div>
      </div>
    </div>
  </div>
</template>

<script>
  export default {
  }
</script>
